{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import math\n",
    "import random\n",
    "\n",
    "import numpy\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dt = 0.001  # simulation time step\n",
    "t_rc = 0.02  # membrane RC time constant\n",
    "t_ref = 0.002  # refractory period\n",
    "t_pstc = 0.1  # post-synaptic time constant\n",
    "N_A = 32  # number of neurons in first population\n",
    "N_B = 30  # number of neurons in second population\n",
    "N_samples = 100  # number of sample points to use when finding decoders\n",
    "rate_A = 25, 75  # range of maximum firing rates for population A\n",
    "rate_B = 50, 100  # range of maximum firing rates for population B\n",
    "\n",
    "\n",
    "def input(t):\n",
    "    \"\"\"The input to the system over time\"\"\"\n",
    "    return math.sin(t)\n",
    "\n",
    "\n",
    "def function(x):\n",
    "    \"\"\"The function to compute between A and B.\"\"\"\n",
    "    return x*x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "array shape\n",
      "(100, 1)\n",
      "(32, 100)\n",
      "(32, 32)\n",
      "(32, 1)\n",
      "(32, 32)\n",
      "(32, 1)\n",
      "array shape\n",
      "(100, 1)\n",
      "(30, 100)\n",
      "(30, 30)\n",
      "(30, 1)\n",
      "(30, 30)\n",
      "(30, 1)\n"
     ]
    }
   ],
   "source": [
    "# create random encoders for the two populations\n",
    "encoder_A = [random.choice([-1, 1]) for i in range(N_A)]\n",
    "encoder_B = [random.choice([-1, 1]) for i in range(N_B)]\n",
    "\n",
    "\n",
    "def generate_gain_and_bias(count, intercept_low, intercept_high, rate_low, rate_high):\n",
    "    gain = []\n",
    "    bias = []\n",
    "    for _ in range(count):\n",
    "        # desired intercept (x value for which the neuron starts firing\n",
    "        intercept = random.uniform(intercept_low, intercept_high)\n",
    "        # desired maximum rate (firing rate when x is maximum)\n",
    "        rate = random.uniform(rate_low, rate_high)\n",
    "\n",
    "        # this algorithm is specific to LIF neurons, but should\n",
    "        # generate gain and bias values to produce the desired\n",
    "        # intercept and rate\n",
    "        z = 1.0 / (1 - math.exp((t_ref - (1.0 / rate)) / t_rc))\n",
    "        g = (1 - z) / (intercept - 1.0)\n",
    "        b = 1 - g * intercept\n",
    "        gain.append(g)\n",
    "        bias.append(b)\n",
    "    return gain, bias\n",
    "\n",
    "\n",
    "# random gain and bias for the two populations\n",
    "gain_A, bias_A = generate_gain_and_bias(N_A, -1, 1, rate_A[0], rate_A[1])\n",
    "gain_B, bias_B = generate_gain_and_bias(N_B, -1, 1, rate_B[0], rate_B[1])\n",
    "\n",
    "\n",
    "def run_neurons(input, v, ref):\n",
    "    \"\"\"Run the neuron model.\n",
    "\n",
    "    A simple leaky integrate-and-fire model, scaled so that v=0 is resting\n",
    "    voltage and v=1 is the firing threshold.\n",
    "    \"\"\"\n",
    "    spikes = []\n",
    "    for i, _ in enumerate(v):\n",
    "        dV = dt * (input[i] - v[i]) / t_rc  # the LIF voltage change equation\n",
    "        v[i] += dV\n",
    "        if v[i] < 0:\n",
    "            v[i] = 0  # don't allow voltage to go below 0\n",
    "\n",
    "        if ref[i] > 0:  # if we are in our refractory period\n",
    "            v[i] = 0  # keep voltage at zero and\n",
    "            ref[i] -= dt  # decrease the refractory period\n",
    "\n",
    "        if v[i] > 1:  # if we have hit threshold\n",
    "            spikes.append(True)  # spike\n",
    "            v[i] = 0  # reset the voltage\n",
    "            ref[i] = t_ref  # and set the refractory period\n",
    "        else:\n",
    "            spikes.append(False)\n",
    "    return spikes\n",
    "\n",
    "\n",
    "def compute_response(x, encoder, gain, bias, time_limit=0.5):\n",
    "    \"\"\"Measure the spike rate of a population for a given value x.\"\"\"\n",
    "    N = len(encoder)  # number of neurons\n",
    "    v = [0] * N  # voltage\n",
    "    ref = [0] * N  # refractory period\n",
    "\n",
    "    # compute input corresponding to x\n",
    "    input = []\n",
    "    for i in range(N):\n",
    "        input.append(x * encoder[i] * gain[i] + bias[i])\n",
    "        v[i] = random.uniform(0, 1)  # randomize the initial voltage level\n",
    "\n",
    "    count = [0] * N  # spike count for each neuron\n",
    "\n",
    "    # feed the input into the population for a given amount of time\n",
    "    t = 0\n",
    "    while t < time_limit:\n",
    "        spikes = run_neurons(input, v, ref)\n",
    "        for i, s in enumerate(spikes):\n",
    "            if s:\n",
    "                count[i] += 1\n",
    "        t += dt\n",
    "    return [c / time_limit for c in count]  # return the spike rate (in Hz)\n",
    "\n",
    "\n",
    "def compute_tuning_curves(encoder, gain, bias):\n",
    "    \"\"\"Compute the tuning curves for a population\"\"\"\n",
    "    # generate a set of x values to sample at\n",
    "    x_values = [i * 2.0 / N_samples - 1.0 for i in range(N_samples)]\n",
    "\n",
    "    # build up a matrix of neural responses to each input (i.e. tuning curves)\n",
    "    A = []\n",
    "    for x in x_values:\n",
    "        response = compute_response(x, encoder, gain, bias)\n",
    "        A.append(response)\n",
    "    return x_values, A\n",
    "\n",
    "\n",
    "def compute_decoder(encoder, gain, bias, function=lambda x: x):\n",
    "    # get the tuning curves\n",
    "    x_values, A = compute_tuning_curves(encoder, gain, bias)\n",
    "\n",
    "    # get the desired decoded value for each sample point\n",
    "    value = numpy.array([[function(x)] for x in x_values])\n",
    "\n",
    "    # find the optimal linear decoder\n",
    "    A = numpy.array(A).T\n",
    "    Gamma = numpy.dot(A, A.T)\n",
    "    Upsilon = numpy.dot(A, value)\n",
    "    Ginv = numpy.linalg.pinv(Gamma)\n",
    "    decoder = numpy.dot(Ginv, Upsilon) / dt\n",
    "    \n",
    "    print(\"array shape\")\n",
    "    print(value.shape)\n",
    "    print(A.shape)\n",
    "    print(Gamma.shape)\n",
    "    print(Upsilon.shape)\n",
    "    print(Ginv.shape)\n",
    "    print(decoder.shape)\n",
    "    \n",
    "    return decoder\n",
    "\n",
    "\n",
    "# find the decoders for A and B\n",
    "decoder_A = compute_decoder(encoder_A, gain_A, bias_A, function=function)\n",
    "decoder_B = compute_decoder(encoder_B, gain_B, bias_B)\n",
    "\n",
    "# compute the weight matrix\n",
    "weights = numpy.dot(decoder_A, [encoder_B])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0.0\n",
      "0.001 0.0\n",
      "0.5000000000000003 0.13112112171620796\n",
      "1.0000000000000007 0.5491152891553231\n",
      "1.5009999999999455 0.9010526511708984\n",
      "2.0009999999998906 0.930775684150636\n",
      "2.5009999999998356 0.5282340274127402\n",
      "3.0009999999997805 0.13298577556276625\n",
      "3.5009999999997254 0.06902007377864008\n",
      "4.000999999999671 0.4171131302739075\n",
      "4.500999999999838 0.8486790396268957\n",
      "5.000000000000004 0.9684538090679083\n",
      "5.500000000000171 0.6802741859709244\n",
      "6.000000000000338 0.1977519525208153\n",
      "6.500000000000505 0.040836675053714334\n",
      "7.000000000000672 0.27521353207409716\n",
      "7.500000000000839 0.7357420253912258\n",
      "8.000000000001005 0.9387825976299636\n",
      "8.500000000000728 0.7881895172872435\n",
      "9.000000000000451 0.33866801526064044\n",
      "9.500000000000174 0.05374623284928726\n"
     ]
    }
   ],
   "source": [
    "v_A = [0.0] * N_A  # voltage for population A\n",
    "ref_A = [0.0] * N_A  # refractory period for population A\n",
    "input_A = [0.0] * N_A  # input for population A\n",
    "\n",
    "v_B = [0.0] * N_B  # voltage for population B\n",
    "ref_B = [0.0] * N_B  # refractory period for population B\n",
    "input_B = [0.0] * N_B  # input for population B\n",
    "\n",
    "# scaling factor for the post-synaptic filter\n",
    "pstc_scale = 1.0 - math.exp(-dt / t_pstc)\n",
    "\n",
    "# for storing simulation data to plot afterward\n",
    "inputs = []\n",
    "times = []\n",
    "outputs = []\n",
    "ideal = []\n",
    "\n",
    "output = 0.0  # the decoded output value from population B\n",
    "t = 0\n",
    "while t < 10.0:  # noqa: C901 (tell static checker to ignore complexity)\n",
    "    # call the input function to determine the input value\n",
    "    x = input(t)\n",
    "\n",
    "    # convert the input value into an input for each neuron\n",
    "    for i in range(N_A):\n",
    "        input_A[i] = x * encoder_A[i] * gain_A[i] + bias_A[i]\n",
    "\n",
    "    # run population A and determine which neurons spike\n",
    "    spikes_A = run_neurons(input_A, v_A, ref_A)\n",
    "\n",
    "    # decay all of the inputs (implementing the post-synaptic filter)\n",
    "    for j in range(N_B):\n",
    "        input_B[j] *= 1.0 - pstc_scale\n",
    "    #     input_B[j] *= 0.0\n",
    "    # for each neuron that spikes, increase the input current\n",
    "    # of all the neurons it is connected to by the synaptic\n",
    "    # connection weight\n",
    "    for i, s in enumerate(spikes_A):\n",
    "        if s:\n",
    "            for j in range(N_B):\n",
    "                input_B[j] += weights[i][j] * pstc_scale\n",
    "\n",
    "    # compute the total input into each neuron in population B\n",
    "    # (taking into account gain and bias)\n",
    "    total_B = [0] * N_B\n",
    "    for j in range(N_B):\n",
    "        total_B[j] = gain_B[j] * input_B[j] + bias_B[j]\n",
    "\n",
    "    # run population B and determine which neurons spike\n",
    "    spikes_B = run_neurons(total_B, v_B, ref_B)\n",
    "\n",
    "    # for each neuron in B that spikes, update our decoded value\n",
    "    # (also applying the same post-synaptic filter)\n",
    "    output *= 1.0 - pstc_scale\n",
    "    for j, s in enumerate(spikes_B):\n",
    "        if s:\n",
    "            output += decoder_B[j][0] * pstc_scale\n",
    "\n",
    "    if t % 0.5 <= dt:\n",
    "        print(t, output)\n",
    "    times.append(t)\n",
    "    inputs.append(x)\n",
    "    outputs.append(output)\n",
    "    ideal.append(function(x))\n",
    "    t += dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, A = compute_tuning_curves(encoder_A, gain_A, bias_A)\n",
    "x, B = compute_tuning_curves(encoder_B, gain_B, bias_B)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, A)\n",
    "plt.title(\"Tuning curves for population A\")\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, B)\n",
    "plt.title(\"Tuning curves for population B\")\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(times, inputs, label=\"input\")\n",
    "plt.plot(times, ideal, label=\"ideal\")\n",
    "plt.plot(times, outputs, label=\"output\")\n",
    "plt.title(\"Simulation results\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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